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All paths AI Engineer Backend Developer Generative AI Builder Data/ML Foundations Production AI Product Builder

DATA FOUNDATIONS

SQL Window Functions for Analytics

Answer product questions with SQL, not guesswork.

Intermediate · 2h Free open tutorial

DATA FOUNDATIONS

Feature Stores Overview

Serve consistent features in training and production.

Intermediate · 2h Official documentation

DATA FOUNDATIONS

Statistics for ML Builders

Reason about data before you tune models.

Beginner · 4h Free learning module

DATA FOUNDATIONS

Pandas Data Wrangling

Manipulate real datasets with confidence.

Beginner · 4h Free learning module

DATA FOUNDATIONS

Data Pipelines for ML

Build reliable data flows before training models.

Intermediate · 5h Free learning module

DATA FOUNDATIONS

ML Model Evaluation Basics

Evaluate models with product-minded rigor.

Intermediate · 4h Free learning module

CAREER PATHS

Data/ML Foundations Path

Strong data foundations for ML work.

Beginner · 33h Free learning path

DATA FOUNDATIONS

NumPy Linear Algebra Refresh

Math intuition behind embeddings.

Beginner · 3h Free learning module

GENERATIVE AI

Generative AI with LLMs (overview)

Short course path for Gen AI basics.

Beginner · 8h External · free tier

DATA FOUNDATIONS

Data Storytelling for ML Results

Make ML findings actionable.

Beginner · 2h Free learning module

GENERATIVE AI

Hugging Face Transformers

Run open models locally or via API.

Intermediate · 2h Official documentation

DATA FOUNDATIONS

Machine Learning Specialization (overview)

Classical ML foundations from a trusted MOOC.

Beginner · 10h External · free audit

DATA FOUNDATIONS

scikit-learn User Guide

Classical ML with a consistent API.

Intermediate · 3h Official documentation

DATA FOUNDATIONS

Feature Engineering for Tabular Data

Prepare data models actually consume.

Intermediate · 4h Free learning module

DATA FOUNDATIONS

Intro to Machine Learning

Hands-on ML in notebooks.

Beginner · 5h External · free

DATA FOUNDATIONS

SQL for Product Builders

Understand the database questions your product needs to answer.

Beginner · 3h Free learning module

DATA FOUNDATIONS

PostgreSQL Tutorial

Use the official PostgreSQL guide to strengthen your data foundation.

Intermediate · 5h Free official resource

GENERATIVE AI

Hugging Face LLM Course

A structured open course for understanding language models.

Intermediate · 15h Free open course

BACKEND DEVELOPMENT

The Python Tutorial

A trustworthy official reference for Python fundamentals.

Beginner · 6h Free official resource